With the intent of avoiding a naïve union bound over time, Garivier applies a so-called peeling argument to divide time into increasingly-sized slices. He obtains confidence regions by associating the random stopping time with a self-normalised process. The resulting stopping rule, which we denote KL-SN, still has a tunable parameter “c”, which we set as recommended by Garivier [1]}.
